{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sp_psp 0.294931037808642\n",
      "rpd_gd 0.1126025993441356\n",
      "rpsp 0.11049430941358052\n",
      "0.09659606796746159\n",
      "0.1382869666654883\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['svg.fonttype'] = 'none'\n",
    "\n",
    "# 数据\n",
    "data = [[[16.0, 18, 16.0], [22.0, 20, 16.0], [12.0, 17, 17.0], [17.0, 21, 18.0], [19.0, 18, 18.0], [26.0, 20, 18.0], [38.0, 36, 36.0], [19.0, 20, 20.0], [20.0, 15, 14.0], [18.0, 20, 16.0], [32.0, 18, 18.0], [16.0, 16, 16.0], [24.0, 16, 14.0], [28.0, 20, 18.0], [44.0, 19, 16.0], [12.0, 16, 16.0], [20.0, 24, 24.0], [16.0, 15, 14.0], [26.0, 17, 16.0], [18.0, 13, 12.0], [16.0, 13, 12.0], [13.0, 17, 14.0], [34.0, 22, 20.0], [14.0, 16, 14.0], [16.0, 20, 20.0], [26.0, 16, 14.0], [16.0, 17, 16.0], [13.0, 18, 14.0], [12.0, 18, 18.0], [24.0, 21, 16.0], [16.0, 16, 16.0], [11.0, 12, 11.0], [20.0, 22, 20.0], [26.0, 13, 12.0], [18.0, 18, 14.0], [24.0, 15, 14.0], [12.0, 16, 14.0], [20.0, 20, 17.0], [16.0, 19, 16.0], [16.0, 22, 20.0], [14.0, 18, 15.0], [18.0, 18, 18.0], [22.0, 22, 22.0], [15.0, 20, 16.0], [21.0, 28, 28.0], [12.0, 16, 16.0], [14.0, 18, 18.0], [19.0, 15, 12.0], [15.0, 19, 12.0], [20.0, 16, 16.0], [24.0, 20, 18.0], [30.0, 14, 14.0], [12.0, 18, 16.0], [10.0, 18, 16.0], [14.0, 14, 14.0], [26.0, 17, 16.0], [18.0, 18, 16.0], [26.0, 20, 20.0], [8.0, 16, 16.0], [10.0, 10, 8.0], [24.0, 16, 14.0], [15.0, 21, 18.0], [18.0, 15, 14.0], [18.0, 22, 22.0], [28.0, 26, 24.0], [26.0, 24, 24.0], [16.0, 26, 26.0], [20.0, 16, 16.0], [14.0, 20, 20.0], [24.0, 18, 16.0], [14.0, 22, 22.0], [26.0, 21, 18.0], [11.0, 17, 12.0], [18.0, 19, 16.0], [10.0, 12, 10.0], [22.0, 19, 16.0], [20.0, 14, 14.0], [14.0, 13, 13.0], [12.0, 13, 12.0], [44.0, 22, 20.0], [14.0, 14, 12.0], [16.0, 19, 18.0], [18.0, 16, 16.0], [24.0, 19, 16.0], [38.0, 23, 20.0], [18.0, 19, 17.0], [23.0, 20, 20.0], [28.0, 22, 22.0], [21.0, 15, 12.0], [24.0, 21, 18.0], [16.0, 19, 18.0], [26.0, 16, 16.0], [24.0, 28, 22.0], [17.0, 17, 16.0], [17.0, 16, 16.0], [14.0, 18, 14.0], [24.0, 20, 20.0], [24.0, 20, 20.0], [16.0, 17, 16.0], [17.0, 16, 16.0], [26.0, 17, 14.0], [20.0, 20, 20.0], [24.0, 21, 20.0], [15.0, 16, 14.0], [17.0, 14, 12.0], [16.0, 22, 20.0], [28.0, 17, 16.0], [20.0, 16, 14.0], [20.0, 14, 12.0], [16.0, 16, 16.0], [22.0, 19, 16.0], [15.0, 24, 20.0], [14.0, 17, 15.0], [30.0, 17, 16.0], [22.0, 17, 16.0], [16.0, 24, 24.0], [28.0, 18, 18.0], [13.0, 20, 18.0], [20.0, 16, 16.0], [20.0, 21, 18.0], [11.0, 16, 14.0], [18.0, 23, 18.0], [14.0, 18, 16.0], [12.0, 17, 16.0], [16.0, 18, 18.0], [15.0, 18, 14.0], [14.0, 19, 16.0], [22.0, 18, 14.0], [40.0, 22, 19.0], [18.0, 16, 13.0], [11.0, 18, 15.0], [36.0, 24, 24.0], [20.0, 24, 24.0], [16.0, 16, 16.0], [20.0, 17, 16.0], [18.0, 16, 14.0], [12.0, 17, 16.0], [18.0, 13, 12.0], [36.0, 20, 20.0], [16.0, 32, 23.0], [34.0, 26, 26.0], [14.0, 18, 16.0], [44.0, 28, 28.0], [18.0, 17, 14.0]], [[16.0, 19, 16.0], [18.0, 21, 18.0], [20.0, 17, 16.0], [20.0, 16, 14.0], [28.0, 17, 16.0], [16.0, 12, 12.0], [24.0, 28, 26.0], [12.0, 13, 10.0], [23.0, 18, 18.0], [12.0, 16, 16.0], [19.0, 25, 22.0], [20.0, 22, 16.0], [14.0, 14, 14.0], [26.0, 14, 14.0], [18.0, 14, 14.0], [14.0, 13, 10.0], [28.0, 20, 20.0], [16.0, 17, 16.0], [26.0, 26, 26.0], [18.0, 15, 14.0], [16.0, 13, 12.0], [16.0, 16, 16.0], [20.0, 22, 19.0], [34.0, 34, 32.0], [26.0, 24, 22.0], [11.0, 14, 12.0], [46.0, 16, 14.0], [16.0, 20, 16.0], [12.0, 15, 14.0], [16.0, 20, 20.0], [36.0, 15, 12.0], [20.0, 20, 18.0], [20.0, 19, 16.0], [28.0, 15, 12.0], [20.0, 20, 20.0], [23.0, 22, 20.0], [10.0, 14, 14.0], [15.0, 20, 16.0], [16.0, 20, 19.0], [20.0, 16, 12.0], [10.0, 18, 16.0], [32.0, 28, 28.0], [22.0, 20, 20.0], [13.0, 15, 12.0], [16.0, 20, 18.0], [18.0, 16, 14.0], [36.0, 13, 11.0], [22.0, 16, 16.0], [20.0, 20, 16.0], [16.0, 20, 20.0], [16.0, 12, 12.0], [16.0, 18, 16.0], [24.0, 20, 18.0], [12.0, 13, 11.0], [20.0, 16, 14.0], [16.0, 19, 18.0], [38.0, 29, 28.0], [18.0, 23, 20.0], [16.0, 24, 24.0], [19.0, 21, 18.0], [20.0, 26, 26.0], [16.0, 12, 11.0], [14.0, 19, 18.0], [14.0, 19, 14.0], [11.0, 14, 12.0], [14.0, 18, 16.0], [24.0, 16, 16.0], [26.0, 21, 20.0], [12.0, 17, 16.0], [38.0, 17, 16.0], [28.0, 17, 14.0], [14.0, 26, 26.0], [14.0, 14, 14.0], [22.0, 28, 22.0], [19.0, 14, 14.0], [16.0, 20, 18.0], [16.0, 15, 11.0], [14.0, 16, 14.0], [11.0, 14, 12.0], [16.0, 24, 24.0], [16.0, 13, 12.0], [18.0, 17, 16.0], [18.0, 18, 16.0], [20.0, 16, 16.0], [14.0, 16, 14.0], [26.0, 22, 20.0], [20.0, 17, 16.0], [20.0, 17, 16.0], [17.0, 26, 20.0], [24.0, 16, 16.0], [24.0, 28, 26.0], [18.0, 19, 16.0], [26.0, 18, 18.0], [30.0, 19, 18.0], [8.0, 15, 11.0], [16.0, 13, 10.0], [14.0, 18, 18.0], [20.0, 13, 12.0], [22.0, 15, 14.0], [10.0, 17, 14.0], [13.0, 22, 16.0], [14.0, 19, 16.0], [30.0, 28, 24.0], [13.0, 14, 10.0], [20.0, 22, 20.0], [14.0, 15, 12.0], [18.0, 22, 20.0], [19.0, 21, 20.0], [16.0, 15, 12.0], [22.0, 17, 16.0], [14.0, 15, 14.0], [22.0, 14, 14.0], [18.0, 24, 24.0], [16.0, 23, 20.0], [22.0, 16, 14.0], [15.0, 19, 14.0], [24.0, 19, 16.0], [14.0, 16, 14.0], [18.0, 17, 16.0], [32.0, 17, 17.0], [18.0, 16, 14.0], [24.0, 22, 18.0], [22.0, 22, 18.0], [10.0, 18, 16.0], [8.0, 16, 14.0], [26.0, 20, 20.0], [17.0, 16, 16.0], [38.0, 16, 16.0], [10.0, 16, 12.0], [17.0, 18, 16.0], [22.0, 19, 18.0], [12.0, 13, 10.0], [13.0, 13, 11.0], [22.0, 19, 18.0], [20.0, 22, 22.0], [20.0, 21, 20.0], [28.0, 16, 16.0], [36.0, 22, 22.0], [12.0, 19, 18.0], [16.0, 22, 18.0], [20.0, 20, 20.0], [22.0, 15, 13.0], [36.0, 22, 22.0], [17.0, 16, 14.0]], [[24.0, 16, 16.0], [15.0, 18, 15.0], [17.0, 19, 18.0], [20.0, 25, 24.0], [16.0, 18, 16.0], [16.0, 24, 20.0], [18.0, 20, 18.0], [16.0, 20, 18.0], [22.0, 14, 14.0], [18.0, 25, 24.0], [15.0, 18, 14.0], [24.0, 15, 14.0], [25.0, 26, 26.0], [25.0, 21, 20.0], [24.0, 28, 28.0], [18.0, 17, 16.0], [18.0, 12, 10.0], [14.0, 20, 18.0], [32.0, 17, 16.0], [20.0, 22, 20.0], [14.0, 16, 13.0], [12.0, 13, 12.0], [14.0, 16, 14.0], [24.0, 22, 21.0], [23.0, 18, 16.0], [11.0, 13, 11.0], [26.0, 20, 20.0], [28.0, 18, 16.0], [18.0, 15, 14.0], [15.0, 14, 13.0], [20.0, 14, 14.0], [16.0, 16, 12.0], [18.0, 15, 12.0], [28.0, 20, 20.0], [35.0, 17, 16.0], [14.0, 17, 14.0], [14.0, 12, 10.0], [18.0, 16, 14.0], [16.0, 17, 14.0], [20.0, 26, 26.0], [22.0, 14, 12.0], [24.0, 27, 26.0], [24.0, 19, 18.0], [12.0, 13, 8.0], [30.0, 19, 18.0], [16.0, 18, 12.0], [20.0, 18, 18.0], [34.0, 16, 14.0], [16.0, 15, 14.0], [14.0, 16, 14.0], [20.0, 22, 20.0], [18.0, 20, 19.0], [12.0, 17, 15.0], [30.0, 16, 14.0], [20.0, 29, 28.0], [28.0, 21, 20.0], [11.0, 14, 10.0], [18.0, 16, 16.0], [10.0, 14, 14.0], [20.0, 24, 24.0], [24.0, 24, 24.0], [20.0, 20, 20.0], [24.0, 16, 16.0], [20.0, 22, 20.0], [20.0, 14, 14.0], [18.0, 17, 16.0], [32.0, 16, 14.0], [16.0, 15, 14.0], [22.0, 15, 14.0], [46.0, 34, 34.0], [26.0, 22, 20.0], [34.0, 24, 24.0], [20.0, 14, 14.0], [28.0, 20, 20.0], [16.0, 16, 15.0], [22.0, 16, 14.0], [14.0, 13, 10.0], [26.0, 18, 16.0], [24.0, 20, 18.0], [22.0, 20, 20.0], [26.0, 26, 26.0], [16.0, 15, 13.0], [14.0, 17, 16.0], [19.0, 22, 21.0], [24.0, 19, 17.0], [14.0, 20, 18.0], [26.0, 16, 14.0], [32.0, 16, 14.0], [18.0, 16, 14.0], [14.0, 14, 11.0], [16.0, 17, 14.0], [24.0, 20, 16.0], [12.0, 17, 12.0], [12.0, 24, 24.0], [36.0, 21, 20.0], [18.0, 17, 13.0], [18.0, 24, 20.0], [16.0, 19, 16.0], [16.0, 15, 12.0], [38.0, 14, 14.0], [14.0, 16, 14.0], [20.0, 15, 14.0], [28.0, 21, 20.0], [9.0, 20, 14.0], [12.0, 13, 13.0], [11.0, 16, 12.0], [16.0, 24, 24.0], [14.0, 14, 12.0], [30.0, 26, 24.0], [16.0, 20, 20.0], [24.0, 14, 12.0], [14.0, 16, 14.0], [24.0, 23, 22.0], [16.0, 17, 15.0], [24.0, 20, 16.0], [20.0, 21, 18.0], [15.0, 21, 18.0], [17.0, 25, 24.0], [22.0, 15, 14.0], [11.0, 14, 12.0], [14.0, 17, 16.0], [10.0, 20, 18.0], [28.0, 24, 24.0], [22.0, 15, 12.0], [14.0, 13, 10.0], [36.0, 16, 16.0], [16.0, 18, 16.0], [20.0, 18, 18.0], [12.0, 14, 12.0], [14.0, 16, 16.0], [24.0, 20, 18.0], [18.0, 13, 12.0], [34.0, 24, 24.0], [16.0, 20, 20.0], [26.0, 25, 24.0], [12.0, 11, 10.0], [20.0, 17, 15.0], [25.0, 26, 25.0], [10.0, 14, 12.0], [28.0, 25, 24.0], [36.0, 22, 22.0], [26.0, 42, 42.0], [38.0, 16, 16.0], [12.0, 19, 15.0]], [[10.0, 19, 10.0], [34.0, 33, 30.0], [18.0, 25, 24.0], [26.0, 17, 16.0], [16.0, 16, 14.0], [38.0, 27, 26.0], [28.0, 23, 22.0], [20.0, 14, 14.0], [16.0, 15, 14.0], [16.0, 15, 12.0], [17.0, 19, 17.0], 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16.0], [16.0, 18, 16.0], [18.0, 17, 13.0], [16.0, 15, 12.0], [20.0, 25, 24.0], [18.0, 18, 14.0], [20.0, 14, 14.0], [22.0, 16, 16.0], [34.0, 22, 22.0], [38.0, 24, 24.0], [32.0, 22, 14.0], [38.0, 29, 28.0], [26.0, 25, 22.0], [12.0, 14, 12.0], [22.0, 23, 20.0], [20.0, 15, 14.0], [11.0, 17, 14.0], [18.0, 20, 16.0], [18.0, 12, 10.0], [14.0, 21, 20.0], [18.0, 22, 22.0], [18.0, 20, 20.0], [44.0, 24, 24.0], [14.0, 15, 12.0], [12.0, 13, 10.0], [17.0, 19, 16.0], [20.0, 19, 18.0], [40.0, 22, 22.0], [16.0, 13, 13.0], [32.0, 23, 20.0], [12.0, 18, 17.0], [13.0, 12, 10.0], [20.0, 26, 26.0], [16.0, 18, 18.0], [23.0, 18, 18.0], [36.0, 18, 18.0], [20.0, 18, 16.0], [16.0, 20, 20.0], [24.0, 28, 28.0], [18.0, 16, 14.0], [12.0, 19, 16.0], [18.0, 16, 16.0], [8.0, 14, 10.0], [22.0, 27, 26.0], [32.0, 19, 16.0], [21.0, 22, 20.0], [17.0, 19, 16.0], [14.0, 14, 10.0], [22.0, 26, 24.0], [24.0, 24, 22.0], [22.0, 20, 16.0]]]\n",
    "\n",
    "\n",
    "mean_data = []\n",
    "\n",
    "# 计算均值\n",
    "for i in data:\n",
    "    mean_data.append(np.mean(i, axis=0))\n",
    "\n",
    "# 提取 num_node 数组\n",
    "sd_num = list(range(5, 5 + len(data) * 2, 2))\n",
    "\n",
    "# 提取三个参数的均值列\n",
    "sp_psp = [item[0] for item in mean_data]\n",
    "rpd_gd = [item[1] for item in mean_data]\n",
    "rpsp = [item[2] for item in mean_data]\n",
    "\n",
    "print(\"sp_psp\", np.var(sp_psp))\n",
    "print(\"rpd_gd\", np.var(rpd_gd))\n",
    "print(\"rpsp\", np.var(rpsp))\n",
    "\n",
    "sp_psp_mean = np.mean(sp_psp)\n",
    "rpd_gd_mean = np.mean(rpd_gd)\n",
    "rpsp_mean = np.mean(rpsp)\n",
    "\n",
    "print((rpd_gd_mean - rpsp_mean) / rpd_gd_mean)\n",
    "print((sp_psp_mean - rpsp_mean) / sp_psp_mean)\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(sd_num, sp_psp, label='SP+PSP', marker='o')\n",
    "plt.plot(sd_num, rpd_gd, label='RPD+GD', marker='s')\n",
    "plt.plot(sd_num, rpsp, label='RPSP-HE', marker='p')\n",
    "\n",
    "plt.xlabel('Number of Init PS Num')\n",
    "plt.ylabel('Used Time Slots')\n",
    "plt.title('node_num=60, alpha=0.2')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.savefig(\"var_init_ps.svg\", format=\"svg\")\n",
    "plt.show()\n"
   ]
  }
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